2025-06-27 21:48:12.139839
2025-06-27 21:48:15,102 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-06-27 21:48:21,943 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-06-27 21:48:33,002 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-06-27 21:48:38,249 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
✓ 95 updated, 5 failed
Processing 29 futures instruments... ✓ 29 updated, 0 failed
Processing 62 stock instruments... ✓ 62 updated, 0 failed
Processing 8 currency instruments... ✓ 8 updated, 0 failed
Processing 22 indices instruments... 
2025-06-27 21:49:06,023 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (1d 2024-06-15 -> 2025-06-27)
✓ 21 updated, 1 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 1,224,627
Successful downloads: 215
Failed downloads: 6
Date range: 1927-12-30 to 2025-06-27

Summary by Asset Type:
--------------------------------------------------
Crypto: 103 instruments, 2014-09-17 to 2025-06-26
Futures: 29 instruments, 1997-10-29 to 2025-06-26
Stock: 62 instruments, 1962-01-02 to 2025-06-26
Currency: 8 instruments, 1971-01-04 to 2025-06-27
Indices: 22 instruments, 1927-12-30 to 2025-06-26

Sample Latest Prices:
------------------------------
Crypto:
  BTC-USD: $106960.00
  ETH-USD: $2416.15
  SOL-USD: $139.06
Futures:
  ES=F: $6195.00
  GC=F: $3333.50
  CL=F: $65.24
Stock:
  AAPL: $201.00
  MSFT: $497.45
  TSLA: $325.78
Currency:
  EURUSD=X: 1.1692
  USDJPY=X: 144.6940
  DX-Y.NYB: 97.1500
Indices:
  ^GSPC: $6141.02
  ^DJI: $43386.84
  ^IXIC: $20167.91
================================================================================

Master data loaded successfully with 1,224,627 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
• 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.)
• 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
Found master dataset with 1,224,627 rows and 224 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
💱 NEW: Currency pairs support with proper formatting
📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 103 instruments
  currency: 8 instruments
  futures: 29 instruments
  indices: 22 instruments
  stock: 62 instruments

Processing 103 crypto instruments...
  Progress: 25/103 crypto instruments processed
  Progress: 50/103 crypto instruments processed
  Progress: 75/103 crypto instruments processed
  Progress: 100/103 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 62 stock instruments...
  Progress: 25/62 stock instruments processed
  Progress: 50/62 stock instruments processed

Processing 8 currency instruments...

Processing 22 indices instruments...

Analysis complete: 218/224 instruments analyzed successfully

========================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    FTN-USD         0.989139 750 d       135.4%   $4.43           🟢 UNDER        -12.1%
2    PAXG-USD        0.949822 750 d        35.2%   $3.3K           🟡 FAIR           2.6%
3    XAUT-USD        0.948227 750 d        34.1%   $3.3K           🟡 FAIR           2.7%
4    TRX-USD         0.948061 1000d        87.8%   $0.270979       🟡 FAIR          -0.8%
5    XCN-USD         0.945240 1000d       108.5%   $0.001039       🟢 UNDER        -17.6%
6    APT-USD         0.940897 500 d       -83.9%   $0.000131       🔴 OVER          41.0%
7    BTC-USD         0.935890 1000d       103.3%   $107.0K         🟢 UNDER        -10.9%
8    WBT-USD         0.932411 750 d       201.8%   $47.56          🔴 OVER          34.4%
9    TBTC-USD        0.932135 1000d       103.4%   $102.8K         🟢 UNDER        -12.8%
10   WAL-USD         0.927294 1000d       -95.6%   $0.000088       🔴 OVER         223.3%
11   SYRUP-USD       0.926924 90  d    236311.9%   $0.593287       🟡 FAIR          -5.5%
12   POL-USD         0.910925 500 d       -64.0%   $0.008241       🟡 FAIR           6.3%
13   GT-USD          0.891898 750 d       167.1%   $15.94          🟢 UNDER        -29.0%
14   LEO-USD         0.890174 750 d        74.3%   $9.02           🟢 UNDER        -12.2%
15   BGB-USD         0.889722 1000d       247.0%   $4.66           🟡 FAIR          -1.8%

📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9891)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43 ($4.54,+2% - $5.60,+26%)
   +30d (1m): $5.41,+22.1% ($4.87,+10% - $6.01,+36%)
   +60d (2m): $5.80,+31.0% ($5.22,+18% - $6.44,+45%)
   +90d (3m): $6.23,+40.5% ($5.61,+27% - $6.91,+56%)
   +180d (6m): $7.69,+73.5% ($6.92,+56% - $8.54,+93%)
   +365d (1y): $11.86,+167.8% ($10.68,+141% - $13.18,+198%)
   +EOY (187d): $7.82,+76.4% ($7.04,+59% - $8.68,+96%)
   End-of-year outlook: 📈 Bullish Trend (+76.4%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 187 days | EOY Target: $7.82 (+76.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.15%
Rounded target for matching: 0%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       73.5%      3.80%      3.31%      4.18%        2.11%        4.51%     -8.52%     11.03%
 14 days       49       87.8%      5.93%      4.76%      4.80%        3.39%        6.14%     -9.22%     12.02%
 30 days       49       93.9%      9.30%     10.24%      6.67%        8.32%       12.16%     -1.55%     26.17%
 90 days       48      100.0%     29.73%     27.73%     11.17%       24.49%       30.98%      3.48%     48.76%
180 days       48      100.0%     62.55%     62.58%      7.92%       60.28%       64.88%     42.16%     82.46%
365 days       32      100.0%    152.27%    145.26%     17.57%      138.92%      151.59%    105.03%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.27%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 2: PAXG-USD (R² = 0.9498)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.0K,-10% - $3.5K,+6%)
   +30d (1m): $3.3K,-0.1% ($3.1K,-8% - $3.6K,+8%)
   +60d (2m): $3.4K,+2.4% ($3.1K,-6% - $3.7K,+11%)
   +90d (3m): $3.5K,+5.0% ($3.2K,-3% - $3.8K,+14%)
   +180d (6m): $3.8K,+13.1% ($3.5K,+4% - $4.1K,+23%)
   +365d (1y): $4.4K,+31.8% ($4.1K,+21% - $4.8K,+43%)
   +EOY (187d): $3.8K,+13.7% ($3.5K,+5% - $4.1K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+13.7%)
   Confidence: 95.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 187 days | EOY Target: $3.8K (+13.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.34%
Rounded target for matching: 0%
Similar historical periods found: 197
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      197       50.3%      0.00%      0.01%      2.01%       -0.28%        0.29%     -5.31%      5.75%
 14 days      197       47.7%     -0.20%      0.27%      2.82%       -0.12%        0.67%     -5.98%      7.65%
 30 days      197       50.3%      0.04%      0.59%      4.15%        0.00%        1.17%     -8.11%     11.77%
 90 days      193       67.4%      4.27%      4.55%      7.63%        3.47%        5.63%     -9.66%     20.45%
180 days      188       69.1%      6.72%      7.88%     11.58%        6.21%        9.55%    -16.17%     32.67%
365 days      177       71.2%     14.11%     15.89%     18.44%       13.16%       18.63%    -10.07%     48.60%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.87%
Rounded target for matching: 8%
Similar historical periods found: 100
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      100       56.0%      0.20%      0.44%      2.38%       -0.04%        0.91%     -5.79%      6.98%
 14 days      100       51.0%      0.17%      0.81%      3.06%        0.20%        1.42%     -5.74%     10.69%
 30 days      100       72.0%      1.92%      1.80%      4.02%        1.00%        2.60%     -8.32%     16.56%
 90 days       99       67.7%      7.06%      5.15%      8.30%        3.49%        6.80%    -13.88%     20.12%
180 days       89       64.0%      7.05%      5.33%     12.15%        2.77%        7.89%    -16.30%     32.67%
365 days       81       87.7%      9.63%     11.52%     13.40%        8.56%       14.48%     -7.29%     50.85%


========================================================================================================================

Chart 3: XAUT-USD (R² = 0.9482)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.0K,-10% - $3.5K,+5%)
   +30d (1m): $3.3K,-0.3% ($3.1K,-8% - $3.6K,+8%)
   +60d (2m): $3.4K,+2.1% ($3.1K,-6% - $3.7K,+11%)
   +90d (3m): $3.5K,+4.6% ($3.2K,-3% - $3.8K,+13%)
   +180d (6m): $3.7K,+12.5% ($3.4K,+4% - $4.0K,+22%)
   +365d (1y): $4.3K,+30.5% ($4.0K,+20% - $4.7K,+41%)
   +EOY (187d): $3.8K,+13.1% ($3.5K,+4% - $4.1K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+13.1%)
   Confidence: 94.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 34 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 187 days | EOY Target: $3.8K (+13.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.34%
Rounded target for matching: 0%
Similar historical periods found: 173
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      173       48.6%     -0.04%     -0.07%      1.72%       -0.33%        0.19%     -5.32%      5.67%
 14 days      173       49.7%     -0.04%      0.27%      2.68%       -0.13%        0.68%     -6.74%      6.90%
 30 days      173       49.7%     -0.08%      0.82%      4.10%        0.20%        1.43%     -7.76%     10.06%
 90 days      169       67.5%      4.95%      4.76%      7.73%        3.59%        5.94%    -11.28%     21.61%
180 days      163       73.6%      6.86%      7.29%     10.29%        5.70%        8.88%    -16.08%     30.67%
365 days      153       69.9%     13.46%     15.92%     18.32%       13.00%       18.85%    -10.15%     46.32%


========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.95%
Rounded target for matching: 7%
Similar historical periods found: 88
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       88       65.9%      0.49%      0.47%      1.73%        0.11%        0.84%     -5.17%      5.30%
 14 days       88       59.1%      0.63%      0.91%      2.55%        0.37%        1.45%     -5.90%      7.98%
 30 days       88       60.2%      1.77%      2.55%      4.58%        1.58%        3.52%     -6.26%     12.69%
 90 days       88       68.2%      5.15%      3.78%      6.53%        2.40%        5.17%    -10.40%     18.02%
180 days       83       66.3%      4.74%      3.92%     10.37%        1.65%        6.18%    -13.83%     22.21%
365 days       77       79.2%     12.90%     15.01%     17.22%       11.10%       18.91%     -8.63%     49.22%


========================================================================================================================

Chart 4: TRX-USD (R² = 0.9481)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.270979 ($0.217184,-20% - $0.343561,+27%)
   +30d (1m): $0.287676,+6.2% ($0.228717,-16% - $0.361834,+34%)
   +60d (2m): $0.302964,+11.8% ($0.240861,-11% - $0.381081,+41%)
   +90d (3m): $0.319065,+17.7% ($0.253649,-6% - $0.401352,+48%)
   +180d (6m): $0.372686,+37.5% ($0.296230,+9% - $0.468875,+73%)
   +365d (1y): $0.512882,+89.3% ($0.407506,+50% - $0.645507,+138%)
   +EOY (187d): $0.377216,+39.2% ($0.299827,+11% - $0.474580,+75%)
   End-of-year outlook: 📈 Bullish Trend (+39.2%)
   Confidence: 94.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈17%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.377216 (+39.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.46%
Rounded target for matching: -2%
Similar historical periods found: 52
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       52       53.8%      0.32%      0.35%      6.87%       -1.56%        2.26%    -21.92%     15.87%
 14 days       52       69.2%      3.35%      3.82%      9.84%        1.08%        6.56%    -25.16%     31.85%
 30 days       52       73.1%      5.09%      8.66%     21.44%        2.69%       14.62%    -42.12%     99.82%
 90 days       50       70.0%     16.38%     30.57%     82.18%        7.21%       53.92%    -70.47%    437.56%
180 days       48       77.1%     25.82%     52.61%     93.90%       25.34%       79.88%    -81.03%    378.75%
365 days       43       76.7%     78.25%     91.48%    114.06%       56.38%      126.59%    -57.53%    376.42%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.64%
Rounded target for matching: 17%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       56.8%      0.10%     -0.64%      8.72%       -3.55%        2.27%    -24.73%     16.81%
 14 days       37       64.9%      4.52%      3.60%     12.75%       -0.65%        7.85%    -24.79%     48.15%
 30 days       37       67.6%      3.14%     13.23%     28.75%        3.64%       22.82%    -37.98%     98.65%
 90 days       36       77.8%     17.88%     38.16%     91.02%        7.36%       68.96%    -47.13%    422.33%
180 days       36       63.9%     33.54%     25.22%     55.52%        6.44%       44.01%    -50.82%    183.49%
365 days       33       63.6%     67.48%     54.11%     85.62%       23.75%       84.47%    -57.53%    239.79%


========================================================================================================================

Chart 5: XCN-USD (R² = 0.9452)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.001039 ($0.000958,-8% - $0.001661,+60%)
   +30d (1m): $0.001340,+28.9% ($0.001018,-2% - $0.001765,+70%)
   +60d (2m): $0.001424,+37.0% ($0.001081,+4% - $0.001875,+80%)
   +90d (3m): $0.001512,+45.5% ($0.001148,+10% - $0.001991,+92%)
   +180d (6m): $0.001813,+74.4% ($0.001376,+32% - $0.002388,+130%)
   +365d (1y): $0.002631,+153.1% ($0.001997,+92% - $0.003467,+234%)
   +EOY (187d): $0.001839,+76.9% ($0.001396,+34% - $0.002422,+133%)
   End-of-year outlook: 📈 Bullish Trend (+76.9%)
   Confidence: 94.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 63 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.001839 (+76.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 216
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      216       17.6%      0.00%      0.68%      6.96%       -0.25%        1.62%    -32.35%     22.22%
 14 days      216       24.5%      0.00%      1.74%     11.81%        0.15%        3.32%    -73.94%     50.00%
 30 days      216       38.0%      0.00%      4.82%     14.92%        2.82%        6.82%    -75.82%     88.08%
 90 days      156       63.5%     21.29%     25.62%     43.95%       18.66%       32.57%    -80.52%    261.06%
180 days      115       87.0%     66.67%    141.97%    153.34%      113.65%      170.30%    -83.56%    458.41%
365 days      109       85.3%    297.26%    283.68%    229.84%      240.04%      327.32%    -88.79%    715.38%


========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       16.7%      0.00%     -0.19%      4.06%       -1.11%        0.72%    -11.43%     19.92%
 14 days       78       23.1%      0.00%     -1.04%      6.61%       -2.53%        0.45%    -26.65%     19.92%
 30 days       78       24.4%      0.00%     -1.18%     11.60%       -3.79%        1.44%    -33.26%     43.40%
 90 days       37       59.5%     15.31%      7.29%     37.75%       -5.30%       19.87%    -58.71%     70.66%
180 days       37       75.7%     53.14%     45.41%     72.12%       21.36%       69.45%    -76.47%    174.81%
365 days       32       71.9%    110.23%    111.29%    150.19%       57.14%      165.44%    -71.94%    655.13%


========================================================================================================================

Chart 6: APT-USD (R² = 0.9409)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (187d): $0.000037,-72.2% ($0.000025,-81% - $0.000052,-60%)
   End-of-year outlook: 📉 Bearish Trend (-72.2%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000037 (-72.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 7: BTC-USD (R² = 0.9359)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $107.0K ($90.0K,-16% - $160.3K,+50%)
   +30d (1m): $127.3K,+19.0% ($95.4K,-11% - $169.9K,+59%)
   +60d (2m): $134.9K,+26.2% ($101.1K,-5% - $180.1K,+68%)
   +90d (3m): $143.0K,+33.7% ($107.2K,+0% - $191.0K,+79%)
   +180d (6m): $170.4K,+59.3% ($127.6K,+19% - $227.5K,+113%)
   +365d (1y): $244.1K,+128.3% ($182.7K,+71% - $326.2K,+205%)
   +EOY (187d): $172.7K,+61.5% ($129.4K,+21% - $230.6K,+116%)
   End-of-year outlook: 📈 Bullish Trend (+61.5%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈27%)
   📅 Days until EOY 2025: 187 days | EOY Target: $172.7K (+61.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.87%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       84       50.0%     -0.13%      9.70%     55.65%       -2.38%       21.77%    -62.14%    355.12%
180 days       79       63.3%     26.72%     39.03%     83.94%       20.23%       57.84%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 26.80%
Rounded target for matching: 27%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       57.1%      0.76%      2.06%      6.90%       -0.61%        4.74%     -9.87%     17.07%
 14 days       28       71.4%      3.46%      6.21%     12.31%        1.44%       10.99%    -13.72%     30.70%
 30 days       28       67.9%     14.66%     12.91%     17.98%        5.93%       19.88%    -20.85%     46.39%
 90 days       28       78.6%     19.31%     23.01%     33.51%       10.01%       36.00%    -20.77%    157.15%
180 days       27       81.5%     37.04%     87.84%    107.87%       45.17%      130.51%    -24.28%    327.85%
365 days       26       84.6%    116.51%    335.96%    516.57%      127.31%      544.60%    -61.97%   2100.35%


========================================================================================================================

Chart 8: WBT-USD (R² = 0.9324)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $47.56 ($25.01,-47% - $50.09,+5%)
   +30d (1m): $38.76,-18.5% ($27.38,-42% - $54.85,+15%)
   +60d (2m): $42.44,-10.8% ($29.98,-37% - $60.08,+26%)
   +90d (3m): $46.47,-2.3% ($32.83,-31% - $65.80,+38%)
   +180d (6m): $61.03,+28.3% ($43.09,-9% - $86.43,+82%)
   +365d (1y): $106.83,+124.6% ($75.34,+58% - $151.48,+219%)
   +EOY (187d): $62.33,+31.1% ($44.01,-7% - $88.29,+86%)
   End-of-year outlook: 📈 Bullish Trend (+31.1%)
   Confidence: 93.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈64%)
   📅 Days until EOY 2025: 187 days | EOY Target: $62.33 (+31.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: TBTC-USD (R² = 0.9321)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (187d): $169.5K,+65.0% ($125.8K,+22% - $228.5K,+122%)
   End-of-year outlook: 📈 Bullish Trend (+65.0%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 187 days | EOY Target: $169.5K (+65.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 10: WAL-USD (R² = 0.9273)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (187d): $0.000005,-93.7% ($0.000001,-98% - $0.000021,-76%)
   End-of-year outlook: 📉 Bearish Trend (-93.7%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000005 (-93.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 11: SYRUP-USD (R² = 0.9269)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.593287 ($0.458007,-23% - $0.860280,+45%)
   +30d (1m): $1.19,+100.3% ($0.859723,+45% - $1.64,+177%)
   +60d (2m): $2.25,+279.4% ($1.61,+171% - $3.15,+431%)
   +90d (3m): $4.26,+618.4% ($2.99,+405% - $6.07,+922%)
   +180d (6m): $28.94,+4777.7% ($19.04,+3109% - $43.98,+7313%)
   +365d (1y): $1.5K,+250026.8% ($815.09,+137286% - $2.7K,+455283%)
   +EOY (187d): $33.59,+5561.3% ($21.97,+3603% - $51.35,+8555%)
   End-of-year outlook: 📈 Bullish Trend (+5561.3%)
   Confidence: 92.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $33.59 (+5561.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 12: POL-USD (R² = 0.9109)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241 ($0.006044,-27% - $0.009944,+21%)
   +30d (1m): $0.007129,-13.5% ($0.005557,-33% - $0.009145,+11%)
   +60d (2m): $0.006555,-20.5% ($0.005109,-38% - $0.008411,+2%)
   +90d (3m): $0.006028,-26.9% ($0.004697,-43% - $0.007736,-6%)
   +180d (6m): $0.004687,-43.1% ($0.003649,-56% - $0.006020,-27%)
   +365d (1y): $0.002794,-66.1% ($0.002170,-74% - $0.003597,-56%)
   +EOY (187d): $0.004596,-44.2% ($0.003578,-57% - $0.005904,-28%)
   End-of-year outlook: 📉 Bearish Trend (-44.2%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.004596 (-44.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Rounded target for matching: 2%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       36.8%     -3.69%     -2.62%     12.80%       -8.79%        3.55%    -20.88%     36.99%
 14 days       19       36.8%     -1.81%     -0.82%     16.47%       -8.76%        7.12%    -26.39%     38.17%
 30 days       19       47.4%     -4.68%      7.87%     42.02%      -12.38%       28.12%    -49.27%    114.32%
 90 days       19       26.3%    -15.58%    138.66%    390.70%      -49.65%      326.97%    -68.11%   1069.77%
180 days       18       22.2%    -52.87%    275.86%    712.38%      -78.40%      630.11%    -84.78%   1958.84%
365 days       12       33.3%    -88.99%    188.43%    399.49%      -65.39%      442.25%    -91.45%    929.33%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.99%
Rounded target for matching: -15%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%     -1.47%      4.01%     32.71%      -14.88%       22.89%    -22.96%    113.53%
 14 days       14       50.0%     -0.97%      7.37%     29.60%       -9.72%       24.46%    -27.20%     92.21%
 30 days       14       50.0%      0.03%     25.00%    108.64%      -37.73%       87.73%    -49.27%    409.24%
 90 days       13        7.7%    -35.80%     29.04%    239.21%     -115.51%      173.60%    -62.18%    855.61%
180 days       12        8.3%    -67.42%     41.03%    345.65%     -178.58%      260.64%    -84.78%   1185.82%
365 days        9       11.1%    -86.31%    -19.16%    180.00%     -157.52%      119.21%    -90.45%    489.19%


========================================================================================================================

Chart 13: GT-USD (R² = 0.8919)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $15.94 ($15.05,-6% - $33.46,+110%)
   +30d (1m): $24.33,+52.6% ($16.32,+2% - $36.28,+128%)
   +60d (2m): $26.38,+65.5% ($17.69,+11% - $39.33,+147%)
   +90d (3m): $28.59,+79.4% ($19.17,+20% - $42.65,+168%)
   +180d (6m): $36.43,+128.6% ($24.41,+53% - $54.37,+241%)
   +365d (1y): $59.94,+276.1% ($40.12,+152% - $89.58,+462%)
   +EOY (187d): $37.12,+132.9% ($24.88,+56% - $55.40,+248%)
   End-of-year outlook: 📈 Bullish Trend (+132.9%)
   Confidence: 89.2% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $37.12 (+132.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -23.24%
Rounded target for matching: -23%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       42.9%     -4.72%     -1.87%      3.89%       -5.47%        1.72%     -5.58%      4.82%
 14 days        7       28.6%     -1.15%     -3.89%      5.74%       -9.20%        1.42%    -13.69%      3.93%
 30 days        7       71.4%      6.72%      9.50%     14.57%       -3.97%       22.98%     -8.71%     31.27%
 90 days        7       71.4%      4.59%     18.11%     20.99%       -1.30%       37.52%     -3.07%     52.07%
180 days        7       85.7%     32.77%     47.27%     50.09%        0.95%       93.60%    -26.27%    106.65%
365 days        7      100.0%     25.94%     56.37%     61.87%       -0.86%      113.59%      7.86%    185.53%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -30.16%
Rounded target for matching: -30%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       87.5%      5.72%      5.42%      4.87%        1.36%        9.49%     -5.83%     10.76%
 14 days        8       87.5%     22.59%     18.30%     12.35%        7.97%       28.63%     -7.19%     33.27%
 30 days        8       75.0%     35.46%     26.93%     20.70%        9.62%       44.23%     -5.05%     46.98%
 90 days        8      100.0%     65.43%     58.71%     49.01%       17.73%       99.69%      3.83%    165.37%
180 days        8       75.0%     39.24%    127.02%    253.23%      -84.68%      338.73%     -5.45%    793.14%
365 days        8       87.5%     68.06%    415.50%    656.68%     -133.49%      964.50%     -5.14%   1729.88%


========================================================================================================================

Chart 14: LEO-USD (R² = 0.8902)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.02 ($8.18,-9% - $12.91,+43%)
   +30d (1m): $10.76,+19.3% ($8.56,-5% - $13.51,+50%)
   +60d (2m): $11.26,+24.8% ($8.96,-1% - $14.14,+57%)
   +90d (3m): $11.79,+30.7% ($9.38,+4% - $14.81,+64%)
   +180d (6m): $13.52,+49.8% ($10.76,+19% - $16.98,+88%)
   +365d (1y): $17.91,+98.6% ($14.24,+58% - $22.53,+150%)
   +EOY (187d): $13.66,+51.5% ($10.87,+21% - $17.17,+90%)
   End-of-year outlook: 📈 Bullish Trend (+51.5%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 187 days | EOY Target: $13.66 (+51.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.78%
Rounded target for matching: -1%
Similar historical periods found: 97
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       97       48.5%     -0.04%      0.21%      3.98%       -0.60%        1.01%     -8.26%     13.23%
 14 days       97       52.6%      0.35%      1.39%      7.80%       -0.18%        2.96%     -8.42%     43.22%
 30 days       97       58.8%      1.26%      3.50%     14.32%        0.61%        6.39%    -20.75%     72.49%
 90 days       92       76.1%      6.92%     14.54%     22.87%        9.80%       19.28%    -26.77%     77.46%
180 days       85       89.4%     49.50%     40.19%     35.54%       32.53%       47.86%    -37.49%    100.09%
365 days       72       83.3%     74.55%     79.17%     64.31%       64.05%       94.28%    -43.06%    187.76%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.98%
Rounded target for matching: -7%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       54.2%      0.44%      0.27%      6.98%       -2.68%        3.22%    -14.63%     14.45%
 14 days       24       54.2%      0.88%      1.14%      6.77%       -1.72%        4.00%    -17.29%     13.81%
 30 days       24       58.3%      2.29%      2.52%      8.23%       -0.96%        6.00%    -15.39%     29.49%
 90 days       20       50.0%      0.92%      8.27%     33.60%       -7.46%       23.99%    -24.28%    119.91%
180 days       20       60.0%     22.46%     20.24%     46.65%       -1.59%       42.07%    -36.59%    100.02%
365 days       19       57.9%     46.11%     23.05%     41.88%        2.87%       43.24%    -35.82%     80.36%


========================================================================================================================

Chart 15: BGB-USD (R² = 0.8897)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.66 ($2.40,-48% - $9.37,+101%)
   +30d (1m): $5.25,+12.8% ($2.66,-43% - $10.38,+123%)
   +60d (2m): $5.82,+25.0% ($2.94,-37% - $11.50,+147%)
   +90d (3m): $6.44,+38.4% ($3.26,-30% - $12.74,+174%)
   +180d (6m): $8.76,+88.1% ($4.43,-5% - $17.32,+272%)
   +365d (1y): $16.45,+253.4% ($8.31,+78% - $32.58,+600%)
   +EOY (187d): $8.97,+92.7% ($4.53,-3% - $17.74,+281%)
   End-of-year outlook: 📈 Bullish Trend (+92.7%)
   Confidence: 89.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 187 days | EOY Target: $8.97 (+92.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -13.02%
Rounded target for matching: -13%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       57.9%      3.14%     -0.05%     13.98%       -6.79%        6.69%    -30.62%     26.25%
 14 days       19       68.4%      4.10%      4.96%     17.85%       -3.65%       13.56%    -30.66%     38.30%
 30 days       19       47.4%     -3.55%     -0.62%     20.15%      -10.33%        9.09%    -32.19%     70.05%
 90 days       19       47.4%     -3.24%     12.29%     40.28%       -7.13%       31.70%    -18.09%    128.09%
180 days       18      100.0%     25.64%    139.73%    184.37%       48.04%      231.41%     10.14%    499.09%
365 days       14      100.0%    205.11%    256.97%     92.52%      203.55%      310.39%    109.49%    397.47%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.33%
Rounded target for matching: -3%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       58.3%      1.99%      0.99%     11.40%       -6.25%        8.24%    -26.12%     22.11%
 14 days       12       58.3%      1.22%      0.17%     16.86%      -10.54%       10.89%    -30.66%     30.95%
 30 days       12       66.7%      7.53%     14.06%     28.83%       -4.26%       32.38%    -17.59%     80.37%
 90 days       11       81.8%     25.78%     86.09%    146.02%      -12.00%      184.18%     -7.46%    519.17%
180 days       11      100.0%    169.95%    212.35%    153.72%      109.09%      315.62%     17.36%    522.00%
365 days        8      100.0%    159.13%    155.64%     22.51%      136.82%      174.46%    116.47%    191.62%


========================================================================================================================

========================================================================================================================
🟢 TOP 15 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD       71.6%  0.772398    438.1%   $3.33             252.1%  1000d
2    IMX-USD          63.8%  0.801302   -100.0%   $0.004143         176.3%  120 d
3    SOL-USD          53.9%  0.783140    203.8%   $139.06           117.1%  1000d
4    FARTCOIN-USD     45.7%  0.719110  16399.8%   $0.945979          84.2%  120 d
5    HYPE-USD         41.2%  0.831823    -97.1%   $0.000005          70.2%  1000d
6    TKX-USD          38.1%  0.731508    472.3%   $25.92             61.4%  365 d
7    XRP-USD          29.0%  0.715814    365.3%   $2.11              40.8%  500 d
8    GT-USD           29.0%  0.891898    167.1%   $15.94             40.8%  750 d
9    BNB-USD          24.7%  0.766015     90.2%   $642.41            32.7%  750 d
10   QNT-USD          18.3%  0.762201   1160.8%   $97.25             22.4%  90  d
11   XCN-USD          17.6%  0.945240    108.5%   $0.001039          21.4%  1000d
12   KAIA-USD         13.4%  0.834843 1139192.4%   $0.179161          15.5%  30  d
13   TBTC-USD         12.8%  0.932135    103.4%   $102.8K            14.6%  1000d
14   LEO-USD          12.2%  0.890174     74.3%   $9.02              13.9%  750 d
15   FTN-USD          12.1%  0.989139    135.4%   $4.43              13.8%  750 d

📊 DISPLAYING ALL 15 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 71.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.33 ($2.83,-15% - $48.57,+1357%)
   +30d (1m): $13.47,+304.3% ($3.25,-2% - $55.79,+1574%)
   +60d (2m): $15.47,+364.3% ($3.74,+12% - $64.08,+1823%)
   +90d (3m): $17.77,+433.1% ($4.29,+29% - $73.61,+2109%)
   +180d (6m): $26.91,+707.3% ($6.49,+95% - $111.57,+3248%)
   +365d (1y): $63.13,+1794.4% ($15.19,+356% - $262.43,+7775%)
   +EOY (187d): $27.79,+733.8% ($6.70,+101% - $115.24,+3358%)
   End-of-year outlook: 📈 Bullish Trend (+733.8%)
   Confidence: 77.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 187 days | EOY Target: $27.79 (+733.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -27.00%
Rounded target for matching: -27%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       44.4%    -11.17%     -1.75%     21.13%      -17.99%       14.49%    -26.00%     32.31%
 14 days        9       44.4%     -1.22%     -3.04%     20.82%      -19.04%       12.96%    -34.27%     23.23%
 30 days        9       22.2%    -17.26%    -12.56%     15.05%      -24.13%       -0.99%    -28.89%     19.16%
 90 days        9       66.7%     15.80%     34.84%     75.58%      -23.26%       92.94%    -60.91%    219.14%
180 days        7       42.9%     -0.31%    117.68%    308.99%     -168.08%      403.44%    -75.22%    870.67%


========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.08%
Rounded target for matching: 23%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       83.3%      4.70%      6.72%     12.58%       -6.48%       19.92%    -10.31%     31.72%
 14 days        6       66.7%      6.71%     10.28%     18.92%       -9.58%       30.14%    -12.37%     45.11%
 30 days        6       66.7%      4.63%     -0.13%     16.13%      -17.05%       16.80%    -26.08%     19.25%
 90 days        5       40.0%    -19.32%     35.47%     82.38%      -66.82%      137.75%    -50.49%    157.89%
180 days        5       40.0%    -24.95%    160.20%    251.24%     -151.76%      472.16%    -69.36%    502.17%
365 days        3       66.7%    415.45%    247.59%    239.29%     -346.85%      842.03%    -90.82%    418.13%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 63.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.004143 ($0.005406,+30% - $0.024248,+485%)
   +30d (1m): $0.005986,+44.5% ($0.002795,-33% - $0.012820,+209%)
   +60d (2m): $0.003130,-24.5% ($0.001439,-65% - $0.006807,+64%)
   +90d (3m): $0.001636,-60.5% ($0.000738,-82% - $0.003629,-12%)
   +180d (6m): $0.000234,-94.4% ($0.000097,-98% - $0.000561,-86%)
   +365d (1y): $0.000004,-99.9% ($0.000001,-100% - $0.000013,-100%)
   +EOY (187d): $0.000201,-95.1% ($0.000083,-98% - $0.000486,-88%)
   End-of-year outlook: 📉 Bearish Trend (-95.1%)
   Confidence: 80.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000201 (-95.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: SOL-USD (Undervalued by 53.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $139.06 ($121.64,-13% - $749.60,+439%)
   +30d (1m): $330.83,+137.9% ($133.25,-4% - $821.42,+491%)
   +60d (2m): $362.47,+160.7% ($145.96,+5% - $900.13,+547%)
   +90d (3m): $397.13,+185.6% ($159.89,+15% - $986.39,+609%)
   +180d (6m): $522.30,+275.6% ($210.15,+51% - $1.3K,+833%)
   +365d (1y): $917.27,+559.6% ($368.50,+165% - $2.3K,+1542%)
   +EOY (187d): $533.55,+283.7% ($214.67,+54% - $1.3K,+854%)
   End-of-year outlook: 📈 Bullish Trend (+283.7%)
   Confidence: 78.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 187 days | EOY Target: $533.55 (+283.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -21.35%
Rounded target for matching: -21%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       53.8%      0.71%     -1.46%     13.75%       -7.01%        4.10%    -33.10%     20.37%
 14 days       26       46.2%     -2.87%     -2.57%     17.78%       -9.75%        4.61%    -33.92%     46.11%
 30 days       26       73.1%     10.45%     14.10%     39.59%       -1.89%       30.10%    -45.76%    119.66%
 90 days       26       65.4%      4.05%    118.25%    232.62%       24.29%      212.21%    -58.57%    876.06%
180 days       25       60.0%     14.39%    379.84%    755.83%       67.85%      691.83%    -76.47%   2656.61%
365 days       23       52.2%     10.37%   1762.92%   3735.05%      147.76%     3378.08%    -91.01%  11931.88%


========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.45%
Rounded target for matching: 7%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       29.4%     -6.56%     -1.96%     11.27%       -7.75%        3.84%    -13.50%     25.01%
 14 days       17       35.3%     -1.34%     -1.90%     14.30%       -9.26%        5.45%    -37.51%     25.24%
 30 days       17       17.6%    -12.17%    -10.18%     27.65%      -24.40%        4.04%    -52.61%     76.05%
 90 days       17       70.6%     24.19%     45.61%    102.40%       -7.04%       98.25%    -59.50%    348.58%
180 days       17       64.7%    235.76%    182.77%    222.81%       68.21%      297.33%    -79.55%    690.83%
365 days       14       71.4%    554.25%    397.37%    302.50%      222.71%      572.03%    -94.28%    655.06%


========================================================================================================================

Chart 4: FARTCOIN-USD (Undervalued by 45.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.945979 ($0.947052,+0% - $3.20,+239%)
   +30d (1m): $2.65,+180.2% ($1.43,+51% - $4.92,+420%)
   +60d (2m): $4.03,+326.3% ($2.15,+127% - $7.58,+701%)
   +90d (3m): $6.14,+548.6% ($3.21,+240% - $11.72,+1139%)
   +180d (6m): $21.61,+2184.3% ($10.61,+1022% - $44.01,+4552%)
   +365d (1y): $287.45,+30286.5% ($116.69,+12235% - $708.11,+74755%)
   +EOY (187d): $23.83,+2419.3% ($11.63,+1130% - $48.83,+5062%)
   End-of-year outlook: 📈 Bullish Trend (+2419.3%)
   Confidence: 71.9% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $23.83 (+2419.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: HYPE-USD (Undervalued by 41.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005 ($0.000001,-86% - $0.000110,+1934%)
   +30d (1m): $0.000007,+27.1% ($0.000001,-89% - $0.000082,+1420%)
   +60d (2m): $0.000005,-5.0% ($0.000000,-92% - $0.000061,+1036%)
   +90d (3m): $0.000004,-29.1% ($0.000000,-94% - $0.000046,+749%)
   +180d (6m): $0.000002,-70.4% ($0.000000,-98% - $0.000019,+255%)
   +365d (1y): $0.000000,-95.1% ($0.000000,-100% - $0.000003,-41%)
   +EOY (187d): $0.000001,-72.4% ($0.000000,-98% - $0.000018,+231%)
   End-of-year outlook: 📉 Bearish Trend (-72.4%)
   Confidence: 83.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000001 (-72.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -66.23%
Rounded target for matching: -66%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       20.0%     -7.14%     -4.98%      7.41%      -14.18%        4.22%    -12.68%      7.14%
 14 days        5       40.0%     -6.87%      0.71%     19.70%      -23.75%       25.18%    -20.93%     35.71%
 30 days        5       20.0%     -5.09%    -21.42%     35.52%      -65.52%       22.68%    -86.51%     14.29%
 90 days        3        0.0%    -75.17%    -53.38%     32.26%     -133.53%       26.76%    -77.21%     -7.77%
180 days        3       33.3%    -67.91%    302.45%    537.31%    -1032.30%     1637.21%    -86.98%   1062.25%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -84.11%
Rounded target for matching: -84%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       28.6%     -5.48%     -9.59%     15.69%      -15.68%       -3.51%    -38.49%     25.89%
 14 days       28       21.4%    -19.80%    -17.57%     22.83%      -26.43%       -8.72%    -50.35%     38.91%
 30 days       28       25.0%    -26.16%    -26.32%     36.45%      -40.45%      -12.18%    -76.91%    109.53%
 90 days       28       39.3%    -59.53%    333.50%    666.97%       74.87%      592.13%    -95.60%   2131.91%
180 days       28       39.3%    -88.76%    395.38%    790.96%       88.68%      702.08%    -97.52%   2614.96%
365 days       26        3.8%    -88.37%    -80.14%     25.99%      -90.64%      -69.64%    -99.22%      4.44%


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Chart 6: TKX-USD (Undervalued by 38.1%)
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📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $25.92 ($22.89,-12% - $76.50,+195%)
   +30d (1m): $48.30,+86.3% ($26.40,+2% - $88.37,+241%)
   +60d (2m): $55.75,+115.1% ($30.44,+17% - $102.10,+294%)
   +90d (3m): $64.34,+148.2% ($35.09,+35% - $117.97,+355%)
   +180d (6m): $98.92,+281.6% ($53.73,+107% - $182.14,+603%)
   +365d (1y): $239.51,+824.0% ($128.52,+396% - $446.37,+1622%)
   +EOY (187d): $102.29,+294.6% ($55.53,+114% - $188.41,+627%)
   End-of-year outlook: 📈 Bullish Trend (+294.6%)
   Confidence: 73.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-26%)
   📅 Days until EOY 2025: 187 days | EOY Target: $102.29 (+294.6%)
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🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
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TKX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
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Current 30-day ROC: -20.29%
Rounded target for matching: -20%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
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Forward Returns Summary:
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Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
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  7 days       22       40.9%     -2.25%     -2.28%     13.90%       -8.44%        3.88%    -32.18%     26.10%
 14 days       22       40.9%     -8.07%     -6.93%     16.00%      -14.03%        0.16%    -39.02%     22.71%
 30 days       22       36.4%     -2.83%     -5.41%     17.15%      -13.01%        2.19%    -36.43%     29.33%
 90 days       22       59.1%      8.38%      8.57%     31.45%       -5.37%       22.51%    -37.35%     76.26%
180 days       22       63.6%     92.99%     64.78%     93.51%       23.32%      106.24%    -60.27%    238.49%
365 days       19       31.6%    -13.82%     10.53%     57.86%      -17.35%       38.42%    -29.11%    183.15%


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TKX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
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Current 90-day ROC: -25.60%
Rounded target for matching: -26%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
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Forward Returns Summary:
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Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
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  7 days       15       40.0%     -0.84%      1.71%      9.12%       -3.34%        6.76%    -10.63%     17.88%
 14 days       15       73.3%      2.75%      6.93%     10.32%        1.21%       12.64%     -5.24%     32.16%
 30 days       15       53.3%      5.03%     10.88%     18.32%        0.73%       21.02%    -13.74%     48.36%
 90 days       14       57.1%     18.29%     21.45%     46.63%       -5.47%       48.37%    -36.38%    109.42%
180 days       14       57.1%     38.13%     73.55%    105.23%       12.79%      134.30%    -38.25%    224.78%
365 days        9       44.4%     -4.50%     14.59%     57.44%      -29.57%       58.74%    -22.94%    172.85%


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Chart 7: XRP-USD (Undervalued by 29.0%)